{"id":"W2475324958","doi":"","title":"Creative Trajectories of Fashion Designers : An Exploration of Creative Workshops and Professional Strategies in Montreal Fashion","year":2016,"lang":"en","type":"article","venue":"Dutch Crossing","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Fashion design; Sociology; Visual arts; Art; Clothing; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003784075,0.00009699674,0.0001795375,0.000058529,0.0003524634,0.0001265499,0.00006753144,0.0001150178,0.00006655532],"category_scores_gemma":[0.0001448306,0.00006375861,0.00002135897,0.0002352672,0.0007423788,0.002027808,0.00002028677,0.00006572269,3.880076e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001096712,"about_ca_system_score_gemma":0.0003730869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002569388,"about_ca_topic_score_gemma":0.0166233,"domain_scores_codex":[0.9989632,0.0001879202,0.0002605533,0.0001679907,0.0002446928,0.0001755857],"domain_scores_gemma":[0.9994089,0.0001371102,0.0001746296,0.00005396863,0.0001704684,0.00005492202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003957229,0.0002105948,0.1036201,0.00003735087,0.00003550783,0.000005278995,0.6551757,0.00008089434,0.02761848,0.01753172,0.0005449512,0.1947437],"study_design_scores_gemma":[0.0006063011,0.000112183,0.4034982,0.0003954425,0.000009033103,2.627218e-7,0.5874368,0.00001885181,0.004784381,0.00277506,0.0001936473,0.0001698717],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960374,0.00003534338,0.001114195,0.0004953572,0.00008254578,0.0001996086,0.000006614468,0.00001394025,0.00201502],"genre_scores_gemma":[0.9965347,0.00004366382,0.000301424,0.000004117773,0.00004333209,0.0000130205,0.000005539715,0.000004508446,0.003049664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.299878,"threshold_uncertainty_score":0.9276191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08091593021087222,"score_gpt":0.3492995444043964,"score_spread":0.2683836141935242,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}